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PROOF: Profiling Reliability of Object-Level Facts in Large Language Models

Chetvergov, Andrei et al.
arXiv (All) · Papers
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computation-and-language
Aggregate factuality scores hide where a language model succeeds, which relations it confuses, and whether an answer survives innocuous changes to the question or decoder. We introduce PROOF, a profile-oriented benchmark for factual coverage in instruction-tuned language models. PROOF converts a fro
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